• Title/Summary/Keyword: look-ahead Heuristic

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A Look-ahead Heuristic Algorithm for Large-scale Part-Machine Grouping Problems (대단위 부품-기계 군집 문제를 위한 Look-ahead 휴리스틱 알고리듬)

  • Baek Jong-Kwan;Baek Jun-Geol;Kim Chang Ouk
    • Journal of the Korean Operations Research and Management Science Society
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    • v.30 no.3
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    • pp.41-54
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    • 2005
  • In this paper, we consider a multi-objective machine cell formation problem. This problem Is characterized as determining part route families and machine cells such that total sum of inter-ceil part movements and maximum machine workload imbalance are simultaneously minimized. Together with the objective function, alternative part routes and the machine sequences of part routes are considered In grouping Part route families. Due to the complexity of the problem, a two-phase heuristic algorithm is proposed. And we developed an n-stage look-ahead heuristic algorithm that generalizes the roll-out algorithm. Computational experiments were conducted to verify the performance of the algorithm.

Look-ahead Based Distribution Planning for Capacitated Multi-stage Supply Chains (생산 능력 제한이 존재하는 다단계 공급망을 위한 Look-ahead 기반의 분배계획)

  • Roh, Joo-Suk;Kwon, Ick-Hyun;Kim, Sung-Shick
    • Journal of the Korea Safety Management & Science
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    • v.8 no.5
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    • pp.139-150
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    • 2006
  • The aim of this study is to establish an efficient distribution planning for a capacitated multi-stage supply chain. We assume that the demand information during planning horizon is given a deterministic form using a certain forecasting method. Under such a condition, we present a cost effective heuristic method for minimizing chain-wide supply chain inventory cost that is the sum of holding and backorder costs by using look-ahead technique. We cope with the capacity restriction constraints through look-ahead technique that considers not only the current demand information but also future demand information. To evaluate performance of the proposed heuristic method, we compared it with the extant research that utilizes echelon stock concept, under various supply chain settings.

Improved Broadcast Algorithm in Distributed Heterogeneous Systems (이질적인 분산 시스템에서의 개선된 브로드캐스트 알고리즘)

  • 박재현;김성천
    • Journal of the Institute of Electronics Engineers of Korea CI
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    • v.41 no.3
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    • pp.11-16
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    • 2004
  • Recently, collaborative works are increased more and more over the distributed heterogeneous computing environments. The availability of high-speed wide-area networks has also enabled collaborative multimedia applications such as video conferencing, distributed interactive simulation and collaborative visualization. Distributed high performance computing and collaborative multimedia applications, it is extremely important to efficiently perform group communication over a heterogeneous network. Typical group communication patterns are broadcast and Multicast. Heuristic algorithms such as FEF, ECEF, look-ahead make up the message transmission tree for the broadcast and multicast over the distributed heterogeneous systems. But, there are some shortcomings because these select the optimal solution at each step, it may not be reached to the global optimum In this paper, we propose a new heuristic algerian that constructs tree for efficiently collective communication over the previous heterogeneous communication model which has heterogenity in both node and network. The previous heuristic algorithms my result in a locally optimal solution, so we present more reasonable and available criterion for choosing edge. Through the performance evaluation over the various communication cost, improved heuristic algorithm we proposed have less completion time than previous algorithms have, especially less time complexity than look-ahead approach.

An In-depth Analysis and Performance Improvement of a Container Relocation Algorithm

  • Lee, Hyung-Bong;Kwon, Ki-Hyeon
    • Journal of the Korea Society of Computer and Information
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    • v.22 no.9
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    • pp.81-89
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    • 2017
  • The CRP(Container Relocation Problem) algorithms pursuing efficient container relocation of wharf container terminal can not be deterministic because of the large number of layout cases. Therefore, the CRP algorithms should adopt trial and error intuition and experimental heuristic techniques. And because the heuristic can not be best for all individual cases, it is necessary to find metrics which show excellent on average. In this study, we analyze GLAH(Greedy Look-ahead Heuristic) algorithm which is one of the recent researches in detail, and propose a heuristic metrics HOB(sum of the height differences between a badly placed container and the containers prohibited by the badly placed container) to improve the algorithm. The experimental results show that the improved algorithm, GLAH', exerts a stable performance increment of up to 3.8% in our test data, and as the layout size grows, the performance increment gap increases.

연속소둔공정의 작업단위 편성을 위한 발견적 기법

  • 이유근;이승만;최인준;장수영
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 1994.04a
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    • pp.280-287
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    • 1994
  • 본 논문에서는 광양제철소의 연속소둔공정의 작업단위편성 문제를 소개하고, 그 해결방안을 제시한다. 다루고자 하는 문제는 편성할 스케줄 내에서 전후 대상재간의 다양한 형태의 편차를 최소화하며 sequence의 길이를 최대화하 는 목적함수를 가지며, 동시에 공정의 특성상 발생하는 전후 대상재간의 제 약조건들을 만족시키는 문제이다. 이러한 문제를 해결하기 위하여 부분 최적 해를 구해 주는 순차적인 두가지 발견적(heuristic)기법을 제시한다. 첫째, 일 정의 길이를 최대화하며 전후 대상재간의 제약조건을 만족시키기 위한 "backtracking with look ahead" 기법이다. 특히 이 "backtracking with look ahead" 기법은 이미 개발된 "constraint satisfaction problem"을 기반으로 한 일정계획언어와 이에 연동된 코드생성기를 사용하여 구현되었다. 둘째, sequence내 전후 대상재간의 다양한 형태의 편차를 최소화하며 앞에서 만족 시킨 제약조건들을 계속 유지시키기 위한 평활화(smoothing) 기법이다. 마지 막으로 두가지 발견적 기법을 사용하여 본 연속소둔공정의 작업단위편성 문 제를 해결하는 과정을 보여준다. 이와 같은 발견적 기법을 이용하여 기존의 기법들로는 해결하기 힘든 복잡한 형태의 일정 계획 문제를 해결할 수 있었 다. 복잡한 형태의 일정 계획 문제를 해결할 수 있었 다.

Disassembly Scheduling with Multiple Product Types and Parts Commonality (공통 부품을 포함한 복수 제품들에 대한 분해 일정계획)

  • Kim, Hwa-Joong;Lee, Dong-Ho;Xirouchakis, Paul
    • Proceedings of the Korean Operations and Management Science Society Conference
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    • 2004.05a
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    • pp.421-424
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    • 2004
  • This paper focuses on the problem of determining the quantity and timing of disassembling used products while satisfying the demand of their parts or components over a planning horizon. The case of multiple product types with parts commonality is considered for the objective of minimizing the sum of setup, disassembly operation, and inventory holding costs. A heuristic is suggested, in which an initial solution is obtained using a linear programming relaxation method, and then improved by perturbing the given solution using a dynamic programming approach and a look-ahead check while considering the trade-offs among different cost factors.

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A resource-constrained job shop scheduling problem with general precedence constraints

  • Ahn, Jaekyoung
    • Korean Management Science Review
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    • v.10 no.1
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    • pp.171-192
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    • 1993
  • In this paper, a rule for dispatching operations, named the Most Dissimilar Resources (MDR) dispatching rule is presented. The MDR dispatching rule has been designed to maximize utilization of resources in a resource-constrained job shop with general precedence constraints. In shown that solving the above scheduling problem with the MDR dispatching rule is equivalent to multiple solving of the maximum clique problem. A graph theoretic approach is used to model the latter problem. The pairwise counting heuristic of computational time complexity O(n$^{2}$) is developed to solve the maximum clique problem. An attempt is made to combine the MDR dispatching rule with the existing look-ahead dispatching rules. Computational experience indicates that the combined MDR dispatching rules provide solutions of better quality and consistency than the dispatching rules tested in a resource-constrained job shop.

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A Study on method of load attribute for Spatial Scheduling (공간일정계획에서의 부하조정을 위한 방법론 연구)

  • Back Dong-Sik;Yoon Duck-Young;Kwak Hyun Ho
    • Proceedings of the Korea Committee for Ocean Resources and Engineering Conference
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    • 2004.05a
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    • pp.96-100
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    • 2004
  • In the ship building industry various problems of erection is counterfeited due to formation of bottle necks in the block erection flow pattern This kind of problems cause accumulated problems in real-time erection right on the floor, When such a problem is approached, a support data of the entire erection sequence should be available, Here planning is done by reasoning about the future events in order to verify the existence of a reasonable series of actions to accomplish a goal. This technique helps in achieving benefits like handling search complications, in resolving goal conflicts and anticipation of bottleneck formation well in advance to take necessary countermeasures and boosts the decision support system, The data is being evaluated and an anticipatory function is to be developed This function is quite relevant in day to day planning operation. The system updates database with rearrangement of off-critical blocks in the erection sequence diagram, As a result of such a system, planners can foresee months ahead and can effectively make decisions regarding the control of loads on the man, machine and work flow pattern, culminating to an efficient load management. Such a foreseeing concept helps us in eliminating backtracking related adjustment which is less efficient compared to the look-ahead concept. An attempt is made to develop a computer program to update the database of block arrangement pattern based on heuristic formulation.

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Real Time Scheduling for Multiple Yard Cranes in an Automated Container Terminal (자동화 컨테이너 터미널의 복수 장치장 크레인을 위한 실시간 작업 계획 수립)

  • Park, Tae-Jin;Choe, Ri;Ryu, Kwang-Ryel
    • Journal of Navigation and Port Research
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    • v.31 no.10
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    • pp.869-877
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    • 2007
  • This paper proposes a realtime scheduling method using local search algorithm for non-crossable yard cranes in automated container terminal. To take into consideration the dynamic property of yard crane operation and satisfy the real time constraint, the proposed method repeatedly builds crane schedule for the jobs in a fixed length look-ahead horizon whenever a new job is requested In addition, the proposed method enables the co-operation between yard cranes through prior re-handling and re-positioning in order to resolve the workload imbalance problem between the two cranes, which is one of the primary causes that lower the performance of yard cranes. Simulation-based experiments have shown that the proposed method outperforms the heuristic based methods, and the cooperation scheme contributes a lot to the performance improvement.